How to unify face and vertex normals
Those purple lines are normals generated by Auto Smooth. It has checkbox under the Object Data tab > Normals rollout. I would recomend you just turn that feature off. If you want some complex shading, you should generaly use Sharp Edges with an Edge Split Modifier.